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1.
BMC Cancer ; 15: 125, 2015 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-25884297

RESUMEN

BACKGROUND: Molecular alterations are well studied in colon cancer, however there is still need for an improved understanding of their prognostic impact. This study aims to characterize colon cancer with regard to KRAS, BRAF, and PIK3CA mutations, microsatellite instability (MSI), and average DNA copy number, in connection with tumour dissemination and recurrence in patients with colon cancer. METHODS: Disease stage II-IV colon cancer patients (n = 121) were selected. KRAS, BRAF, and PIK3CA mutation status was assessed by pyrosequencing and MSI was determined by analysis of mononucleotide repeat markers. Genome-wide average DNA copy number and allelic imbalance was evaluated by SNP array analysis. RESULTS: Patients with mutated KRAS were more likely to experience disease dissemination (OR 2.75; 95% CI 1.28-6.04), whereas the opposite was observed for patients with BRAF mutation (OR 0.34; 95% 0.14-0.81) or MSI (OR 0.24; 95% 0.09-0.64). Also in the subset of patients with stage II-III disease, both MSI (OR 0.29; 95% 0.10-0.86) and BRAF mutation (OR 0.32; 95% 0.16-0.91) were related to lower risk of distant recurrence. However, average DNA copy number and PIK3CA mutations were not associated with disease dissemination. CONCLUSIONS: The present study revealed that tumour dissemination is less likely to occur in colon cancer patients with MSI and BRAF mutation, whereas the presence of a KRAS mutation increases the likelihood of disseminated disease.


Asunto(s)
Neoplasias del Colon/diagnóstico , Neoplasias del Colon/genética , Inestabilidad de Microsatélites , Mutación/genética , Proteínas Proto-Oncogénicas B-raf/genética , Proteínas Proto-Oncogénicas/genética , Proteínas ras/genética , Anciano , Femenino , Estudios de Seguimiento , Humanos , Masculino , Valor Predictivo de las Pruebas , Proteínas Proto-Oncogénicas p21(ras)
2.
BMC Cancer ; 14: 872, 2014 Nov 24.
Artículo en Inglés | MEDLINE | ID: mdl-25420937

RESUMEN

BACKGROUND: The clinical behaviour of colon cancer is heterogeneous. Five-year overall survival is 50-65% with all stages included. Recurring somatic chromosomal alterations have been identified and some have shown potential as markers for dissemination of the tumour, which is responsible for most colon cancer deaths. We investigated 115 selected stage II-IV primary colon cancers for associations between chromosomal alterations and tumour dissemination. METHODS: Follow-up was at least 5 years for stage II-III patients without distant recurrence. Affymetrix SNP 6.0 microarrays and allele-specific copy number analysis were used to identify chromosomal alterations. Fisher's exact test was used to associate alterations with tumour dissemination, detected at diagnosis (stage IV) or later as recurrent disease (stage II-III). RESULTS: Loss of 1p36.11-21 was associated with tumour dissemination in microsatellite stable tumours of stage II-IV (odds ratio = 5.5). It was enriched to a similar extent in tumours with distant recurrence within stage II and stage III subgroups, and may therefore be used as a prognostic marker at diagnosis. Loss of 1p36.11-21 relative to average copy number of the genome showed similar prognostic value compared to absolute loss of copies. Therefore, the use of relative loss as a prognostic marker would benefit more patients by applying also to hyperploid cancer genomes. The association with tumour dissemination was supported by independent data from the The Cancer Genome Atlas. CONCLUSION: Deletions on 1p36 may be used to guide adjuvant treatment decisions in microsatellite stable colon cancer of stages II and III.


Asunto(s)
Deleción Cromosómica , Cromosomas Humanos Par 1 , Neoplasias del Colon/genética , Neoplasias del Colon/patología , Repeticiones de Microsatélite/genética , Biomarcadores de Tumor/genética , Duplicación Cromosómica , Neoplasias del Colon/mortalidad , Variaciones en el Número de Copia de ADN , Femenino , Estudios de Seguimiento , Humanos , Masculino , Inestabilidad de Microsatélites , Clasificación del Tumor , Estadificación de Neoplasias , Pronóstico , Carga Tumoral
3.
Physiol Genomics ; 45(12): 477-86, 2013 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-23572537

RESUMEN

Critical illness myopathy (CIM) is characterized by a preferential loss of the motor protein myosin, muscle wasting, and impaired muscle function in critically ill intensive care unit (ICU) patients. CIM is associated with severe morbidity and mortality and has a significant negative socioeconomic effect. Neuromuscular blocking agents, corticosteroids, sepsis, mechanical ventilation, and immobilization have been implicated as important risk factors, but the causal relationship between CIM and the risk factors has not been established. A porcine ICU model has been used to determine the immediate molecular and cellular cascades that may contribute to the pathogenesis prior to myosin loss and extensive muscle wasting. Expression profiles have been compared between pigs exposed to the ICU interventions, i.e., mechanically ventilated, sedated, and immobilized for 5 days, with pigs exposed to critical illness interventions, i.e., neuromuscular blocking agents, corticosteroids, and induced sepsis in addition to the ICU interventions for 5 days. Impaired autophagy as well as impaired chaperone expression and protein synthesis were observed in the skeletal muscle in response to critical illness interventions. A novel finding in this study is impaired core autophagy machinery in response to critical illness interventions, which when in concert with downregulated chaperone expression and protein synthesis may collectively affect the proteostasis in skeletal muscle and may exacerbate the disease progression in CIM.


Asunto(s)
Autofagia , Enfermedad Crítica , Chaperonas Moleculares/metabolismo , Músculo Esquelético/metabolismo , Músculo Esquelético/patología , Enfermedades Musculares/patología , Biosíntesis de Proteínas , Animales , Autofagia/genética , Citoesqueleto/genética , Densitometría , Regulación hacia Abajo/genética , Retículo Endoplásmico/metabolismo , Femenino , Proteínas de Choque Térmico/genética , Proteínas de Choque Térmico/metabolismo , Immunoblotting , Modelos Biológicos , Chaperonas Moleculares/genética , Fibras Musculares Esqueléticas/patología , Enfermedades Musculares/genética , Estrés Oxidativo/genética , Biosíntesis de Proteínas/genética , ARN Mensajero/genética , ARN Mensajero/metabolismo , Sus scrofa/genética , Regulación hacia Arriba/genética
4.
Neuro Oncol ; 20(8): 1080-1091, 2018 07 05.
Artículo en Inglés | MEDLINE | ID: mdl-29462414

RESUMEN

Background: Primary glioblastoma cell (GC) cultures have emerged as a key model in brain tumor research, with the potential to uncover patient-specific differences in therapy response. However, there is limited quantitative information about the stability of such cells during the initial 20-30 passages of culture. Methods: We interrogated 3 patient-derived GC cultures at dense time intervals during the first 30 passages of culture. Combining state-of-the-art signal processing methods with a mathematical model of growth, we estimated clonal composition, rates of change, affected pathways, and correlations between altered gene dosage and transcription. Results: We demonstrate that GC cultures undergo sequential clonal takeovers, observed through variable proportions of specific subchromosomal lesions, variations in aneuploid cell content, and variations in subpopulation cell cycling times. The GC cultures also show significant transcriptional drift in several metabolic and signaling pathways, including ribosomal synthesis, telomere packaging and signaling via the mammalian target of rapamycin, Wnt, and interferon pathways, to a high degree explained by changes in gene dosage. In addition to these adaptations, the cultured GCs showed signs of shifting transcriptional subtype. Compared with chromosomal aberrations and gene expression, DNA methylations remained comparatively stable during passaging, and may be favorable as a biomarker. Conclusion: Taken together, GC cultures undergo significant genomic and transcriptional changes that need to be considered in functional experiments and biomarker studies that involve primary glioblastoma cells.


Asunto(s)
Técnicas de Cultivo de Célula/métodos , Aberraciones Cromosómicas , Inestabilidad Genómica , Glioblastoma/genética , Glioblastoma/patología , Medicina de Precisión , Anciano , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patología , Proliferación Celular , Metilación de ADN , Femenino , Humanos , Masculino , Persona de Mediana Edad , Células Tumorales Cultivadas
5.
Mol Med Rep ; 15(4): 1513-1526, 2017 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-28259955

RESUMEN

Preterm infants are susceptible to neonatal inflammatory/infective diseases requiring drug therapy. The present study hypothesized that mRNA expression in the blood may be modulated by signaling pathways during treatment. The current study aimed to explore changes in global gene expression in the blood from preterm infants with the objective of identifying patterns or pathways of potential relevance to drug therapy. The infants involved were selected based on maternal criteria indicating increased risk for therapeutic intervention. Global mRNA expression was measured in 107 longitudinal whole blood samples using Affymetrix Human­Genome­U133 Plus 2.0­arrays; samples were obtained from 20 preterm infants. Unsupervised clustering revealed a distinct homogeneous gene expression pattern in 13 samples derived from seven infants undergoing continuous oxygen therapy. At these sampling times, all but one of the seven infants exhibited severe drops in peripheral capillary saturation levels below 60%. The infants were reoxygenated with 100% inspired oxygen concentration. The other samples (n=94) represented the infants from the cohort at time points when they did not undergo continuous oxygen therapy. Comparing these two sets of samples identified a distinct gene expression pattern of 5,986 significantly differentially expressed genes, of which 5,167 genes exhibited reduced expression levels during transient hypoxia. This expression pattern was reversed when the infants became stable, i.e., when they were not continuously oxygenated and had no events of hypoxia. To identify signaling pathways involved in gene regulation, the Database for Annotation, Visualization and Integrated Discovery online tool was used. Mitogen­activated protein kinases, which are normally induced by oxidative stress, exhibited reduced gene expression during hypoxia. In addition, nuclear factor erythroid 2­related factor 2­antioxidant response element target genes involved in oxidative stress protection were also expressed at lower levels, suggesting reduced transcription of this pathway. The findings of the present study suggest that oxidative stress­dependent signaling is reduced during hypoxia. Understanding the molecular response in preterm infants during continuous oxygenation may aid in refining therapeutic strategies for oxygen therapy.


Asunto(s)
Perfilación de la Expresión Génica , Hipoxia/genética , Recien Nacido Prematuro/metabolismo , Estrés Oxidativo/genética , Oxígeno/uso terapéutico , Transducción de Señal/genética , Elementos de Respuesta Antioxidante/genética , Estudios de Cohortes , Femenino , Regulación de la Expresión Génica , Humanos , Subunidad alfa del Factor 1 Inducible por Hipoxia/metabolismo , Lactante , Recién Nacido , Masculino , Anotación de Secuencia Molecular , Factor 2 Relacionado con NF-E2/metabolismo , Factores de Tiempo , Transcriptoma
6.
Nat Commun ; 6: 6125, 2015 Jan 27.
Artículo en Inglés | MEDLINE | ID: mdl-25625758

RESUMEN

Genetic differences among neoplastic cells within the same tumour have been proposed to drive cancer progression and treatment failure. Whether data on intratumoral diversity can be used to predict clinical outcome remains unclear. We here address this issue by quantifying genetic intratumoral diversity in a set of chemotherapy-treated childhood tumours. By analysis of multiple tumour samples from seven patients we demonstrate intratumoral diversity in all patients analysed after chemotherapy, typically presenting as multiple clones within a single millimetre-sized tumour sample (microdiversity). We show that microdiversity often acts as the foundation for further genome evolution in metastases. In addition, we find that microdiversity predicts poor cancer-specific survival (60%; P=0.009), independent of other risk factors, in a cohort of 44 patients with chemotherapy-treated childhood kidney cancer. Survival was 100% for patients lacking microdiversity. Thus, intratumoral genetic diversity is common in childhood cancers after chemotherapy and may be an important factor behind treatment failure.


Asunto(s)
Progresión de la Enfermedad , Heterogeneidad Genética , Neoplasias/genética , Neoplasias/patología , Alelos , Antineoplásicos/uso terapéutico , Niño , Preescolar , Evolución Molecular , Genoma Humano , Inestabilidad Genómica , Humanos , Metástasis de la Neoplasia , Neoplasias/tratamiento farmacológico , Pronóstico , Resultado del Tratamiento
7.
Biochem Pharmacol ; 87(2): 284-91, 2014 Jan 15.
Artículo en Inglés | MEDLINE | ID: mdl-24200998

RESUMEN

AKN-028 is a novel tyrosine kinase inhibitor with preclinical activity in acute myeloid leukemia (AML), presently undergoing investigation in a phase I/II study. It is a potent inhibitor of the FMS-like kinase 3 (FLT3) but shows in vitro activity in a wide range of AML samples. In the present study, we have characterized the effects of AKN-028 on AML cells in more detail. AKN-028 induced a dose-dependent G0/1 arrest in AML cell line MV4-11. Treatment with AKN-028 caused significantly altered gene expression in all AML cell types tested (430 downregulated, 280 upregulated transcripts). Subsequent gene set enrichment analysis revealed enrichment of genes associated with the proto-oncogene and cell cycle regulator c-Myc among the downregulated genes in both AKN-028 and midostaurin treated cells. Kinase activity profiling in AML cell lines and primary AML samples showed that tyrosine kinase activity, but not serine/threonine kinase activity, was inhibited by AKN-028 in a dose dependent manner in all samples tested, reaching approximately the same level of kinase activity. Cells sensitive to AKN-028 showed a higher overall tyrosine kinase activity than more resistant ones, whereas serine/threonine kinase activity was similar for all primary AML samples. In summary, AKN-028 induces cell cycle arrest in AML cells, downregulates Myc-associated genes and affect several signaling pathways. AML cells with high global tyrosine kinase activity seem to be more sensitive to the cytotoxic effect of AKN-028 in vitro.


Asunto(s)
Antineoplásicos/farmacología , Puntos de Control del Ciclo Celular/efectos de los fármacos , Regulación hacia Abajo/efectos de los fármacos , Genes myc/efectos de los fármacos , Indoles/farmacología , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/patología , Inhibidores de Proteínas Quinasas/farmacología , Proteínas Tirosina Quinasas/antagonistas & inhibidores , Pirazinas/farmacología , Antineoplásicos/uso terapéutico , Puntos de Control del Ciclo Celular/genética , Relación Dosis-Respuesta a Droga , Regulación hacia Abajo/genética , Genes myc/genética , Células HL-60 , Humanos , Indoles/uso terapéutico , Leucemia Mieloide Aguda/enzimología , Inhibidores de Proteínas Quinasas/uso terapéutico , Proteínas Tirosina Quinasas/metabolismo , Proto-Oncogenes Mas , Pirazinas/uso terapéutico , Células Tumorales Cultivadas
8.
Cancer Chemother Pharmacol ; 72(2): 329-40, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23736154

RESUMEN

PURPOSE: The current treatment strategies for glioblastoma have limited health and survival benefits for the patients. A common obstacle in the treatment is chemoresistance. A possible strategy to evade this problem may be to combine chemotherapeutic drugs with agents inhibiting resistance mechanisms. The aim with this study was to identify molecular pathways influencing drug resistance in glioblastoma-derived cells and to evaluate the potential of pharmacological interference with these pathways to identify synergistic drug combinations. METHODS: Global gene expressions and drug sensitivities to three chemotherapeutic drugs (imatinib, camptothecin and temozolomide) were measured in six human glioblastoma-derived cell lines. Gene expressions that correlated to drug sensitivity or resistance were identified and mapped to specific pathways. Selective inhibitors of these pathways were identified. The effects of six combinations of inhibitors and chemotherapeutic drugs were evaluated in glioblastoma-derived cell lines. Drug combinations with synergistic effects were also evaluated in non-cancerous epithelial cells. RESULTS: Four drug combinations had synergistic effects in at least one of the tested glioblastoma-derived cell lines; camptothecin combined with gefitinib (epidermal growth factor receptor inhibitor) or NSC 23766 (ras-related C3 botulinum toxin substrate 1 inhibitor) and imatinib combined with DAPT (Notch signaling inhibitor) or NSC 23766. Of these, imatinib combined with DAPT or NSC 23766 did not have synergistic effects in non-cancerous epithelial cells. Two drug combinations had at least additive effects in one of the tested glioblastoma-derived cell lines; temozolomide combined with gefitinib or PF-573228 (focal adhesion kinase inhibitor). CONCLUSION: Four synergistic and two at least additive drug combinations were identified in glioblastoma-derived cells. Pathways targeted by these drug combinations may serve as targets for future drug development with the potential to increase efficacy of currently used/evaluated chemotherapy.


Asunto(s)
Antineoplásicos Fitogénicos/farmacología , Benzamidas/farmacología , Neoplasias Encefálicas/tratamiento farmacológico , Camptotecina/farmacología , Receptores ErbB/antagonistas & inhibidores , Glioblastoma/tratamiento farmacológico , Piperazinas/farmacología , Pirimidinas/farmacología , Receptores Notch/antagonistas & inhibidores , Proteína de Unión al GTP rac1/antagonistas & inhibidores , Antineoplásicos Alquilantes/farmacología , Protocolos de Quimioterapia Combinada Antineoplásica/farmacología , Neoplasias Encefálicas/patología , Línea Celular Tumoral , Supervivencia Celular/efectos de los fármacos , Biología Computacional , Dacarbazina/análogos & derivados , Dacarbazina/farmacología , Resistencia a Antineoplásicos/efectos de los fármacos , Sinergismo Farmacológico , Glioblastoma/patología , Humanos , Mesilato de Imatinib , Análisis por Micromatrices , ARN Neoplásico/biosíntesis , ARN Neoplásico/genética , Transducción de Señal/efectos de los fármacos , Temozolomida
9.
Epigenetics ; 7(12): 1435-42, 2012 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-23154584

RESUMEN

Chronic lymphocytic leukemia (CLL) can be divided into prognostic subgroups based on the IGHV gene mutational status, and is further characterized by multiple subsets of cases with quasi-identical or stereotyped B cell receptors that also share clinical and biological features. We recently reported differential DNA methylation profiles in IGHV-mutated and IGHV-unmutated CLL subgroups. For the first time, we here explore the global methylation profiles of stereotyped subsets with different prognosis, by applying high-resolution methylation arrays on CLL samples from three major stereotyped subsets: the poor-prognostic subsets #1 (n = 15) and #2 (n = 9) and the favorable-prognostic subset #4 (n = 15). Overall, the three subsets exhibited significantly different methylation profiles, which only partially overlapped with those observed in our previous study according to IGHV gene mutational status. Specifically, gene ontology analysis of the differentially methylated genes revealed a clear enrichment of genes involved in immune response, such as B cell activation (e.g., CD80, CD86 and IL10), with higher methylation levels in subset #1 than subsets #2 and #4. Accordingly, higher expression of the co-stimulatory molecules CD80 and CD86 was demonstrated in subset #4 vs. subset #1, pointing to a key role for these molecules in the crosstalk of CLL subset #4 cells with the microenvironment. In summary, investigation of three prototypic, stereotyped CLL subsets revealed distinct DNA methylation profiles for each subset, which suggests subset-biased patterns of transcriptional control and highlights a key role for epigenetics during leukemogenesis.


Asunto(s)
Metilación de ADN , Regulación Leucémica de la Expresión Génica , Leucemia Linfocítica Crónica de Células B/genética , Leucemia Linfocítica Crónica de Células B/inmunología , Antígeno B7-1/genética , Antígeno B7-1/metabolismo , Antígeno B7-2/genética , Antígeno B7-2/metabolismo , Femenino , Humanos , Cadenas Pesadas de Inmunoglobulina/genética , Activación de Linfocitos , Masculino , Pronóstico , Transcripción Genética
10.
Clin Cancer Res ; 18(9): 2695-703, 2012 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-22351685

RESUMEN

PURPOSE: Although the central role of the immune system for tumor prognosis is generally accepted, a single robust marker is not yet available. EXPERIMENTAL DESIGN: On the basis of receiver operating characteristic analyses, robust markers were identified from a 60-gene B cell-derived metagene and analyzed in gene expression profiles of 1,810 breast cancer; 1,056 non-small cell lung carcinoma (NSCLC); 513 colorectal; and 426 ovarian cancer patients. Protein and RNA levels were examined in paraffin-embedded tissue of 330 breast cancer patients. The cell types were identified with immunohistochemical costaining and confocal fluorescence microscopy. RESULTS: We identified immunoglobulin κ C (IGKC) which as a single marker is similarly predictive and prognostic as the entire B-cell metagene. IGKC was consistently associated with metastasis-free survival across different molecular subtypes in node-negative breast cancer (n = 965) and predicted response to anthracycline-based neoadjuvant chemotherapy (n = 845; P < 0.001). In addition, IGKC gene expression was prognostic in NSCLC and colorectal cancer. No association was observed in ovarian cancer. IGKC protein expression was significantly associated with survival in paraffin-embedded tissues of 330 breast cancer patients. Tumor-infiltrating plasma cells were identified as the source of IGKC expression. CONCLUSION: Our findings provide IGKC as a novel diagnostic marker for risk stratification in human cancer and support concepts to exploit the humoral immune response for anticancer therapy. It could be validated in several independent cohorts and carried out similarly well in RNA from fresh frozen as well as from paraffin tissue and on protein level by immunostaining.


Asunto(s)
Biomarcadores de Tumor/genética , Neoplasias de la Mama/genética , Carcinoma de Pulmón de Células no Pequeñas/genética , Neoplasias Colorrectales/genética , Perfilación de la Expresión Génica , Inmunoglobulinas/genética , Neoplasias Ováricas/genética , Linfocitos B/metabolismo , Linfocitos B/patología , Biomarcadores de Tumor/metabolismo , Neoplasias de la Mama/metabolismo , Carcinoma de Pulmón de Células no Pequeñas/metabolismo , Estudios de Cohortes , Neoplasias Colorrectales/metabolismo , Femenino , Estudios de Seguimiento , Humanos , Técnicas para Inmunoenzimas , Inmunoglobulinas/metabolismo , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Neoplasias Ováricas/metabolismo , Adhesión en Parafina , Pronóstico , Células del Estroma/metabolismo , Células del Estroma/patología
11.
J Thorac Oncol ; 6(11): 1833-40, 2011 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-22011649

RESUMEN

INTRODUCTION: Non-small cell lung cancer (NSCLC) is characterized by a multitude of genetic aberrations with unknown clinical impact. In this study, we aimed to identify gene copy number changes that correlate with clinical outcome in NSCLC. To maximize the chance to identify clinically relevant events, we applied a strategy involving two prognostically extreme patient groups. METHODS: Short-term (<20 month; n = 53) and long-term survivors (>58 month; n = 47) were selected from a clinically well-characterized NSCLC patient cohort with available fresh frozen tumor specimens. The samples were analyzed using high-resolution single-nucleotide polymorphism array technology to assess gene copy number variations and array-based gene expression profiling. The molecular data were combined with information on clinical parameters. RESULTS: Genetic aberrations were strongly associated with tumor histology. In adenocarcinoma (n = 50), gene copy number gains on chromosome 8q21-q24.3 (177 genes) were more frequent in long-term than in short-term survivors. In squamous cell carcinoma (n = 28), gains on chromosome 14q23.1-24.3 (133 genes) were associated with shorter survival, whereas losses in a neighboring region, 14q31.1-32.33 (110 genes), correlated with favorable outcome. In accordance with copy number gains and losses, messenger RNA expression levels of corresponding genes were increased or decreased, respectively. CONCLUSION: Comprehensive tumor profiling permits the integration of genomic, histologic, and clinical data. We identified gene copy number gains and losses, with corresponding changes in messenger RNA levels that were associated with prognosis in adenocarcinoma and squamous cell carcinoma of the lung.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/genética , Carcinoma de Pulmón de Células no Pequeñas/mortalidad , Carcinoma de Pulmón de Células no Pequeñas/patología , Aberraciones Cromosómicas , Cromosomas Humanos/genética , Dosificación de Gen , Adenocarcinoma/genética , Adenocarcinoma/mortalidad , Adenocarcinoma/patología , Adulto , Anciano , Anciano de 80 o más Años , Carcinoma de Células Grandes/genética , Carcinoma de Células Grandes/mortalidad , Carcinoma de Células Grandes/patología , Carcinoma de Células Escamosas/genética , Carcinoma de Células Escamosas/mortalidad , Carcinoma de Células Escamosas/patología , ADN de Neoplasias/genética , Femenino , Perfilación de la Expresión Génica , Regulación Neoplásica de la Expresión Génica , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/mortalidad , Neoplasias Pulmonares/patología , Masculino , Análisis por Micromatrices , Persona de Mediana Edad , Estadificación de Neoplasias , Polimorfismo de Nucleótido Simple , Pronóstico , Reacción en Cadena en Tiempo Real de la Polimerasa , Tasa de Supervivencia , Sobrevivientes
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